Laser & Optoelectronics Progress, Volume. 58, Issue 3, 3300061(2021)
Identification of X-Ray Fluorescent Spectral Paper Ashes Based on Support Vector Machine Algorithm
Figures & Tables(9)
Table 1.
Paper sample View tableTable 1.
Paper sample Label Material Description 1 Work paper Yu Rongfeng’s Notebook 2 Work paper M&G scrap book 3 Work paper PPSUC’s scrap book 4 Work paper PPSUC’s note book 5 Wrap paper BASTO shoes box 6 Wrap paper Guirenniao shoes box 7 Rice paper Copybook depict paper 8 Copybook paper Copybook paper 9 Postcard paper PPSUC postcard 10 Postcard paper Envelope 11 Ivory board paper Lianhua Qingwen wrap box 12 Ivory board paper SITILON mask box 13 Chip board paper Franzzi wrap box 14 Chip board paper CROWN bread box 15 Ivory board paper BASTO shoes box 16 Thin plastic paper ViTa tea box 17 Ivory board paper DHC box 18 Ivory board paper MAC box 19 Ivory board paper Sock box 20 Ivory board paper Auberge box 21 Pictorial paper PPSUC keepsake box 22 Pictorial paper Alipay advertising brochure 23 Pictorial paper Holiland advertising brochure 24 Instructions paper Auberge instructions 25 Invoice paper PPSUC invoice 26 Double side paper Fruit knife wrap box 27 Name card paper Cartoon card 28 Express bill paper ZTO express bill 29 Oil surface sticker paper White oil surface
sticker paper
30 Oil surface sticker paper Yellow oil surface
sticker paper
Table 2.
Feature elements of chemical composition in paper View tableTable 2.
Feature elements of chemical composition in paper Chemical composition Function Feature element CaCO3 To increase impermeability and gloss of paper Ca ZnSO4 Whitening agent Zn ClO2 Bleach Cl HBr Fungicides and inhibitors Br TiO2 Whitening agent Ti Pb Printing ink Pb FeSO4 Compound salt and plant absorption Fe Na2SnO2 Preservatives and fuel-assisted agents Sn CuSO4 Better flocculation and de-impurity Cu NiO Catalyst Ni CoO3 Catalysts and dyes Co
Table 3.
Proportion validation table of data in training set to data in test set View tableTable 3.
Proportion validation table of data in training set to data in test set Proportion Misjudged sample number Accuracy /% 5∶4 16 82.20 6∶3 13 85.50 7∶2 6 92.20 8∶1 2 97.70 17∶1 0 100.00
Table 4.
Sample element indicator mean table View tableTable 4.
Sample element indicator mean table Sample Zn Br Cl Ca Ti Fe Pb Sn Co Cu Ni 1# 15183 0 416 260 91 224 42 54 11 0 17 20# 13647 0 354 256 94 190 39 43 16 0 16
Table 5.
Accuracy comparison between original test set and new test set after adding mean value View tableTable 5.
Accuracy comparison between original test set and new test set after adding mean value Proportion Accuracy after adding mean/% Accuracy for original test set /% 7∶2 85 92.20 8∶1 90 97.70 17∶1 100 100.00
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Li Chunyu, Liu Jinkun, Jiang Hong, Xu Lele, Man Ji. Identification of X-Ray Fluorescent Spectral Paper Ashes Based on Support Vector Machine Algorithm[J]. Laser & Optoelectronics Progress, 2021, 58(3): 3300061
Paper Information
Category: Spectroscopy
Received: May. 6, 2020
Accepted: --
Published Online: Mar. 12, 2021
The Author Email: Hong Jiang (jiangh2001@163.com)
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